Nafis Neehal

14 papers B 1C 1Journal 4Unranked 8
YearRankTypeTitle / Venue / Authors
2025 conf
NAACL (Findings)
Nafis Neehal, Bowen Wang, Shayom Debopadhaya, Corey Curran, Keerthiram Murugesan, Soham Dan, Vibha Anand, Kristin P. Bennett
2024 J jnl
CoRR
Nafis Neehal, Bowen Wang, Shayom Debopadhaya, Soham Dan, Keerthiram Murugesan, Vibha Anand, Kristin P. Bennett
2024 conf
HealthRecSys@RecSys
Nafis Neehal, Vibha Anand, Kristin P. Bennett
2024 B conf
IEEE Big Data
Corey Curran, Nafis Neehal, Keerthiram Murugesan, Kristin P. Bennett
2022 conf
BIBM
Georgios Mavroudeas, Nafis Neehal, Jason Nicholas Kuruzovich, Kristin P. Bennett, Malik Magdon-Ismail
2021 conf
BIBM
Georgios Mavroudeas, Nafis Neehal, Xiao Shou, Malik Magdon-Ismail, Jason Nicholas Kuruzovich, Kristin P. Bennett
2018 conf
RTIP2R (1)
Masum Shah Junayed, Afsana Ahsan Jeny, Nafis Neehal, Syeda Tanjila Atik, Syed Akhter Hossain
2018 conf
RTIP2R (1)
Sadeka Haque, AKM Shahariar Azad Rabby, Monira Akter Laboni, Nafis Neehal, Syed Akhter Hossain
2018 conf
RTIP2R (2)
Masum Shah Junayed, Afsana Ahsan Jeny, Nafis Neehal, Eshtiak Ahmed, Syed Akhter Hossain
2018 J jnl
CoRR
Masum Shah Junayed, Afsana Ahsan Jeny, Nafis Neehal
2018 J jnl
CoRR
Mohammad Shakirul Islam, Ferdouse Ahmed Foysal, Nafis Neehal
2018 C conf
IJCCI
Shahana Shultana, Md. Shakil Moharram, Nafis Neehal
2018 J jnl
CoRR
Nafis Neehal, Dewan Ziaul Karim, Sejuti Banik, Tasfia Anika
2018 conf
RTIP2R (1)
Md. Ferdouse Ahmed Foysal, Mohammad Shakirul Islam, Asif Karim, Nafis Neehal
redb/extractors/apk_extractors/apk_permissions.py
← Index redb/extractors/apk_extractors/apk_permissions.py python
import inspect
from datetime import datetime, timezone
from typing import Any

from redb.extractors.enum import Tag
from redb.extractors.apk_extractor import APKExtractor
from redb.models.dataclasses import APKPermissions, APKPermission

# Known dangerous permissions (Android runtime permissions)
DANGEROUS_PERMISSIONS = {
    "android.permission.READ_CALENDAR",
    "android.permission.WRITE_CALENDAR",
    "android.permission.CAMERA",
    "android.permission.READ_CONTACTS",
    "android.permission.WRITE_CONTACTS",
    "android.permission.GET_ACCOUNTS",
    "android.permission.ACCESS_FINE_LOCATION",
    "android.permission.ACCESS_COARSE_LOCATION",
    "android.permission.ACCESS_BACKGROUND_LOCATION",
    "android.permission.RECORD_AUDIO",
    "android.permission.READ_PHONE_STATE",
    "android.permission.READ_PHONE_NUMBERS",
    "android.permission.CALL_PHONE",
    "android.permission.ANSWER_PHONE_CALLS",
    "android.permission.ADD_VOICEMAIL",
    "android.permission.USE_SIP",
    "android.permission.BODY_SENSORS",
    "android.permission.SEND_SMS",
    "android.permission.RECEIVE_SMS",
    "android.permission.READ_SMS",
    "android.permission.RECEIVE_WAP_PUSH",
    "android.permission.RECEIVE_MMS",
    "android.permission.READ_EXTERNAL_STORAGE",
    "android.permission.WRITE_EXTERNAL_STORAGE",
    "android.permission.READ_MEDIA_IMAGES",
    "android.permission.READ_MEDIA_VIDEO",
    "android.permission.READ_MEDIA_AUDIO",
    "android.permission.POST_NOTIFICATIONS",
    "android.permission.NEARBY_WIFI_DEVICES",
    "android.permission.ACTIVITY_RECOGNITION",
    "android.permission.BLUETOOTH_SCAN",
    "android.permission.BLUETOOTH_ADVERTISE",
    "android.permission.BLUETOOTH_CONNECT",
}


class APKPermissionsExtractor(APKExtractor):

    def __init__(
        self, filepath, log, exporters=None, index_prefix=None,
        known_benign=False, known_malicious=False,
        apk=None,
    ):
        super().__init__(
            filepath, log, exporters, index_prefix,
            known_benign, known_malicious, apk,
        )
        self.permissions_data = None
        self.log.debug(inspect.currentframe().f_code.co_name)

    def tag(self):
        return Tag.APK_PERMISSIONS.value

    def _get_protection_level(self, perm_name):
        """Determine the protection level of a permission.

        Uses androguard's permission mappings first, falls back to the
        known dangerous list.
        """
        try:
            from androguard.core.api_specific_resources import load_permission_mappings
            target_sdk = self.apk.get_target_sdk_version()
            sdk = int(target_sdk) if target_sdk else 30
            permission_map = load_permission_mappings(sdk)
            if perm_name in permission_map:
                info = permission_map[perm_name]
                if isinstance(info, dict):
                    return info.get("protectionLevel", "unknown")
                return "unknown"
        except Exception:
            pass

        # Fallback to known dangerous set
        if perm_name in DANGEROUS_PERMISSIONS:
            return "dangerous"
        if perm_name.startswith("android.permission."):
            return "normal"
        return "unknown"

    def _compute_permhash(self):
        """Compute permhash using the permhash library."""
        try:
            from permhash.functions import permhash_apk
            return permhash_apk(self.filepath)
        except Exception as e:
            self.log.warning(f"Failed to compute permhash: {e}")
            return None

    def _safe_extract(self, field_name, func, default=None):
        """Extract a single field, logging and returning default on failure."""
        try:
            return func()
        except Exception as e:
            self.log.warning(
                f"Error extracting APK permissions field '{field_name}' for "
                f"{self.hash.sha256}: {e}"
            )
            return default

    def extract(self):
        if not self._is_valid_apk():
            self.log.error(f"Invalid APK for {self.hash.sha256}")
            return None

        requested_perms = self._safe_extract(
            "requested_permissions",
            lambda: list(self.apk.get_permissions() or []), []
        )
        custom_perms = self._safe_extract(
            "custom_permissions",
            lambda: list(self.apk.get_declared_permissions() or []), []
        )
        custom_perm_set = set(custom_perms)

        permission_details = []
        dangerous_permissions = []

        for perm in requested_perms:
            try:
                protection_level = self._get_protection_level(perm)
                is_custom = perm in custom_perm_set

                permission_details.append(APKPermission(
                    permission_name=perm,
                    protection_level=protection_level,
                    is_custom=is_custom,
                ))

                if protection_level == "dangerous":
                    dangerous_permissions.append(perm)
            except Exception as e:
                self.log.warning(
                    f"Error processing permission '{perm}' for "
                    f"{self.hash.sha256}: {e}"
                )
                permission_details.append(APKPermission(
                    permission_name=perm,
                    protection_level="unknown",
                    is_custom=perm in custom_perm_set,
                ))

        permhash_value = self._compute_permhash()

        self.permissions_data = APKPermissions(
            total_permission_count=len(requested_perms),
            dangerous_permission_count=len(dangerous_permissions),
            permissions=requested_perms,
            dangerous_permissions=dangerous_permissions,
            custom_permissions=custom_perms,
            permission_details=permission_details,
            permhash=permhash_value,
        )
        return self.permissions_data

    def prepare_export_data(self, exporter_type: str) -> Any:
        if exporter_type == "ClickHouseExporter":
            if not self.permissions_data:
                return None

            current_time = datetime.now(timezone.utc)

            # One row per permission
            data = []
            for detail in self.permissions_data.permission_details:
                data.append([
                    self.sha256,
                    detail.permission_name,
                    detail.protection_level,
                    int(detail.is_custom),
                    current_time,
                ])

            if not data:
                return None

            column_names = [
                'sha256', 'permission_name', 'protection_level',
                'is_custom', 'analysis_date',
            ]

            column_type_names = [
                'FixedString(64)', 'String', 'LowCardinality(String)',
                'UInt8', "DateTime64(3, 'UTC')",
            ]

            return (data, column_names, column_type_names)

    def get_clickhouse_table(self) -> str:
        return "redb_apk_permissions"